{"id":"W2100369895","doi":"10.5751/es-00340-050217","title":"Assessing the Impact of Integrated Natural Resource Management: Challenges and Experiences","year":2002,"lang":"en","type":"article","venue":"Conservation Ecology","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Natural resource management; Process (computing); Natural resource; Citizen journalism; Resource (disambiguation); Impact assessment; Environmental resource management; Participatory planning; Process management; Environmental impact assessment; Business; Stakeholder engagement; Environmental planning; Management science; Computer science; Engineering; Political science; Geography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002206073,0.00008911169,0.0000994957,0.00004720609,0.0002163169,0.00003108487,0.0001789732,0.00004050115,0.001176691],"category_scores_gemma":[0.0000347362,0.0000589657,0.00003661098,0.0001679676,0.0004222874,0.0001704606,0.0001967681,0.00006512572,0.0000239268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006924929,"about_ca_system_score_gemma":0.000002732105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001942741,"about_ca_topic_score_gemma":0.0001209046,"domain_scores_codex":[0.9993019,0.0001127709,0.0001499613,0.000186375,0.0001087513,0.000140302],"domain_scores_gemma":[0.999589,0.0001065911,0.0001132497,0.0001518898,0.00001285683,0.0000264083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009872178,0.00007790406,0.9310079,0.00001510572,0.00006080545,0.000005441699,0.0133498,0.0000978434,0.00008910253,0.0001076743,0.004360426,0.05081812],"study_design_scores_gemma":[0.0001954935,0.00004302406,0.9607292,0.00000523788,0.00001392341,0.000003693077,0.02274316,0.005909282,0.00001331389,0.0000614222,0.01021316,0.00006906915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821203,0.0004668461,0.00001475571,0.003098018,0.00005561986,0.0001725622,7.649987e-7,0.0000212288,0.01404989],"genre_scores_gemma":[0.9982992,0.0002335607,0.0001157214,0.0004124446,0.000008008279,0.00001356779,0.000004048232,0.000003077669,0.0009103026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05074905,"threshold_uncertainty_score":0.9997364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468034920033385,"score_gpt":0.2540465381528974,"score_spread":0.2193661889525635,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}